In [1]:
%load_ext autoreload
%autoreload 2
In [130]:
import os
import pickle
from tqdm import tqdm
import numpy as np
import pandas as pd
from sklearn.preprocessing import MinMaxScaler as mms
from sklearn.preprocessing import StandardScaler as ss
from sklearn.decomposition import PCA
import matplotlib
import matplotlib.pyplot as plt
from mpl_toolkits.mplot3d import Axes3D
import seaborn as sns
from modules.utils.general_utils.utilities import group_wise_binning
from modules.utils.general_utils.visualizers import visualize_full_panel, visualize_temporal_panel
from modules.utils.general_utils.visualizers import visualize_temporal_corr
In [3]:
def sns_styleset():
sns.set(context='paper', style='ticks', font='DejaVu Sans')
matplotlib.rcParams['figure.dpi'] = 100
matplotlib.rcParams['axes.linewidth'] = 1
matplotlib.rcParams['xtick.major.width'] = 1
matplotlib.rcParams['ytick.major.width'] = 1
matplotlib.rcParams['xtick.major.size'] = 3
matplotlib.rcParams['ytick.major.size'] = 3
matplotlib.rcParams['xtick.minor.size'] = 2
matplotlib.rcParams['ytick.minor.size'] = 2
matplotlib.rcParams['font.size'] = 13
matplotlib.rcParams['axes.titlesize'] = 13
matplotlib.rcParams['axes.labelsize'] = 13
matplotlib.rcParams['legend.fontsize'] = 13
matplotlib.rcParams['xtick.labelsize'] = 13
matplotlib.rcParams['ytick.labelsize'] = 13
sns_styleset()
cmap = matplotlib.cm.get_cmap('Paired')
DEFINE GLOBALS¶
In [4]:
INPUTS_PATH = 'data\\train\\inputs\\{}'
TARGETS_PATH = 'data\\train\\targets\\{}'
CMAP = matplotlib.cm.get_cmap('Paired')
SNAPSHOTS = 4
MODELS_RMP = {
"melchior": "RNN",
"td_mlp": "MLP"
}
INPUTS = ['continuous_features', 'context']
TARGETS = [
'tar_sessions',
'tar_delta_sessions',
'tar_active_time',
'tar_session_time',
'tar_activity'
]
LOAD¶
1 - Load Remappers¶
In [5]:
TARGETS_RMP = {
'tar_delta_sessions': 'Future Absence',
'tar_active_time': 'Future Active Time',
'tar_session_time': 'Future Session Time',
'tar_activity': 'Future Session Activity',
'tar_sessions': 'Future N° Sessions'
}
with open('results\\saved_objects\\mappers\\context.pkl', 'rb') as pickle_file:
CONTEXT_RMP = pickle.load(pickle_file)
CONTEXT_RMP = {value: key for key, value in CONTEXT_RMP.items()}
2 - Load Data Container¶
In [6]:
with (open(F'results\\saved_data_containers\\melchior.pkl', 'rb')) as container:
data_container_rnn = pickle.load(container)
with (open(F'results\\saved_data_containers\\td_mlp.pkl', 'rb')) as container:
data_container_mlp = pickle.load(container)
Plotting¶
1 - Artificial Neurons Cross-Correlation¶
In [143]:
visualize_temporal_corr(
data_container=data_container_rnn,
snapshots=[0, 1, 2, 3],
thresh=0.1,
mask=0.05
)
100%|███████████████████████████████████████████████████████████████████████████████████| 4/4 [06:45<00:00, 101.32s/it] C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:429: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.savefig(
In [144]:
for context in range(1, 7):
visualize_temporal_corr(
data_container=data_container_rnn,
snapshots=[0, 1, 2, 3],
context=context,
thresh=0.1,
mask=0.05
)
100%|████████████████████████████████████████████████████████████████████████████████████| 4/4 [01:07<00:00, 16.79s/it] C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:429: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.savefig(
100%|████████████████████████████████████████████████████████████████████████████████████| 4/4 [01:05<00:00, 16.47s/it] C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:429: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.savefig(
100%|████████████████████████████████████████████████████████████████████████████████████| 4/4 [00:58<00:00, 14.57s/it] C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:429: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.savefig(
100%|████████████████████████████████████████████████████████████████████████████████████| 4/4 [00:56<00:00, 14.16s/it] C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:429: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.savefig(
100%|████████████████████████████████████████████████████████████████████████████████████| 4/4 [01:06<00:00, 16.69s/it] C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:429: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.savefig(
100%|████████████████████████████████████████████████████████████████████████████████████| 4/4 [00:51<00:00, 12.97s/it] C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:429: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect. plt.savefig(
2 - Full Panel Static¶
PCA¶
In [53]:
for model_name, model_container in zip(["melchior", "td_mlp"], [data_container_rnn, data_container_mlp]):
predictions = model_container['prediction']
contexts = model_container['context']
for snapshot in range(SNAPSHOTS):
UMAP = np.load(
f'results\\saved_dim_reduction\\2D\\pca_{model_name}_eng_emb_{snapshot}.npy'
)
UMAP = UMAP[~np.isnan(UMAP).any(axis=1)]
colors_dict = {target_name: None for target_name in TARGETS}
for color_name, array in colors_dict.items():
binned_array = group_wise_binning(
array=predictions[color_name][snapshot],
grouper=contexts[snapshot],
n_bins=100,
method='discret'
)
colors_dict[color_name] = binned_array
visualize_full_panel(
reduction=UMAP,
model_name=MODELS_RMP[model_name],
contexts=contexts[snapshot],
context_remap=CONTEXT_RMP,
colors_dict=colors_dict,
colors_remap=TARGETS_RMP,
colors_name=TARGETS,
cmapper=CMAP,
snapshot=snapshot+1,
save_name=f'pca_snapshot_{snapshot}',
subsample_ratio=.5,
s=.05,
)
C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
UMAP¶
In [54]:
for model_name, model_container in zip(["melchior", "td_mlp"], [data_container_rnn, data_container_mlp]):
predictions = model_container['prediction']
contexts = model_container['context']
for snapshot in range(SNAPSHOTS):
UMAP = np.load(
f'results\\saved_dim_reduction\\2D\\umap_{model_name}_eng_emb_{snapshot}.npy'
)
UMAP = UMAP[~np.isnan(UMAP).any(axis=1)]
colors_dict = {target_name: None for target_name in TARGETS}
for color_name, array in colors_dict.items():
binned_array = group_wise_binning(
array=predictions[color_name][snapshot],
grouper=contexts[snapshot],
n_bins=100,
method='discret'
)
colors_dict[color_name] = binned_array
visualize_full_panel(
reduction=UMAP,
model_name=MODELS_RMP[model_name],
contexts=contexts[snapshot],
context_remap=CONTEXT_RMP,
colors_dict=colors_dict,
colors_remap=TARGETS_RMP,
colors_name=TARGETS,
cmapper=CMAP,
snapshot=snapshot+1,
save_name=f'umap_snapshot_{snapshot}',
subsample_ratio=.5,
s=.05,
)
C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:143: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
3 - Full Panel Temporal¶
PCA¶
In [55]:
for model_name, model_container in zip(["melchior", "td_mlp"], [data_container_rnn, data_container_mlp]):
predictions = model_container['prediction']
contexts = model_container['context']
for target in TARGETS:
visualize_temporal_panel(
temporal_colors=predictions[target],
temporal_contexts=contexts,
color_name=TARGETS_RMP[target],
reduction_type="pca",
binning_method='discret',
model_name=model_name,
model_remap=MODELS_RMP,
context_remap=CONTEXT_RMP,
cmapper=CMAP,
subsample_ratio=.5,
s=.05
)
C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
UMAP¶
In [87]:
for model_name, model_container in zip(["melchior", "td_mlp"], [data_container_rnn, data_container_mlp]):
predictions = model_container['prediction']
contexts = model_container['context']
for target in TARGETS:
visualize_temporal_panel(
temporal_colors=predictions[target],
temporal_contexts=contexts,
color_name=TARGETS_RMP[target],
reduction_type="umap",
binning_method='discret',
model_name=model_name,
model_remap=MODELS_RMP,
context_remap=CONTEXT_RMP,
cmapper=CMAP,
subsample_ratio=1.,
s=.025
)
C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:254: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
4 - Predictive Capacity¶
In [142]:
for model_name, model_container in zip(["melchior", "td_mlp"], [data_container_rnn, data_container_mlp]):
difference_users = len(model_container["user_id"][0]) - len(model_container["user_id"][3])
padded_users = np.pad(model_container["user_id"][3], (0, difference_users))
shared_users = np.argwhere(
np.in1d(
model_container["user_id"][0],
np.intersect1d(model_container["user_id"][0], padded_users)
) == True
)
shared_users = shared_users.flatten()
UMAP = np.load(f'results\\saved_dim_reduction\\2D\\umap_{model_name}_eng_emb_0.npy')
UMAP = UMAP[~np.isnan(UMAP).any(axis=1)]
colors_dict = {target_name: None for target_name in TARGETS}
for color_name, array in colors_dict.items():
binned_array = group_wise_binning(
array=model_container['prediction'][color_name][3],
grouper=model_container['context'][3],
n_bins=100,
method='discret'
)
colors_dict[color_name] = binned_array
visualize_full_panel(
reduction=UMAP[shared_users, :],
model_name=MODELS_RMP[model_name],
contexts=model_container['context'][3],
context_remap=CONTEXT_RMP,
colors_dict=colors_dict,
colors_remap=TARGETS_RMP,
colors_name=TARGETS,
cmapper=CMAP,
snapshot=1,
save_name=f'predictive_umap_snapshot_0',
subsample_ratio=1.,
s=.05,
)
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:150: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) c:\users\penthotal\appdata\local\programs\python\python36\lib\site-packages\sklearn\preprocessing\_discretization.py:222: UserWarning: Bins whose width are too small (i.e., <= 1e-8) in feature 0 are removed. Consider decreasing the number of bins. 'decreasing the number of bins.' % jj) C:\Users\penthotal\Desktop\experiment_2\modules\utils\general_utils\visualizers.py:150: UserWarning: This figure was using constrained_layout==True, but that is incompatible with subplots_adjust and or tight_layout: setting constrained_layout==False. plt.tight_layout(rect=[0, 0.03, 1, 0.95])
5 - Explained Variance PC Learned Representation¶
In [141]:
fig, axs = plt.subplots(1, 4, figsize=(16, 4), sharex=True, sharey=True)
model_idx = 0
for model_name, model_container in zip(["melchior"], [data_container_rnn, data_container_mlp]):
contexts = model_container['context']
for snapshot in tqdm(range(SNAPSHOTS)):
emb = np.load(f'results\\saved_emb\\{model_name}_eng_emb_{snapshot}.npy')
emb = emb[~np.isnan(emb).any(axis=1)]
for context in np.unique(contexts[snapshot]):
cont_index = np.argwhere(contexts[snapshot] == context).flatten()
cont_emb = ss().fit_transform(emb[cont_index, :])
left_var = []
for comp in range(1, 21):
estimator = PCA(comp).fit(cont_emb)
left_var.append(estimator.explained_variance_ratio_.sum() * 100)
axs[snapshot].plot(
[i for i in range(1, 21)],
left_var,
marker="o",
c=CMAP(int(context)),
label=f'Object {CONTEXT_RMP[context]}',
)
axs[snapshot].set_title(f"PCA {MODELS_RMP[model_name]} Representation - $t$ {snapshot +1}")
axs[snapshot].axvline(2, linestyle=":", c="k")
axs[snapshot].set_xlabel("N° Dimensions")
if snapshot == 0:
axs[snapshot].set_ylabel("Explained Variance\n(%)")
model_idx += 1
axs[-1].legend()
plt.tight_layout()
plt.savefig("results\\figures\\embeddings\\neurons_corr\\pca_embedding.png", dpi=300)
plt.show()
100%|████████████████████████████████████████████████████████████████████████████████████| 4/4 [06:26<00:00, 96.54s/it]
